Agent Ecosystem. Training
Fine-Tune AI Agents on Your Proprietary Data
Custom agent training that adapts models to your domain knowledge, business logic, and operational patterns for maximum accuracy in your context.
Overview
What is agent training?
General-purpose AI models are trained on the internet. Your business runs on proprietary data, internal documents, support tickets, code, and domain expertise that no public model has ever seen. Agent training fine-tunes models on that private corpus so your agents answer accurately in your specific context, follow your business rules, and improve continuously as new data arrives.
What's included
Data ingestion
Connect structured and unstructured data sources, databases, document stores, APIs, and file systems, with pre-built connectors.
Preprocessing pipeline
Automated cleaning, deduplication, chunking, and formatting to prepare training data to the exact specifications each model requires.
Fine-tuning infrastructure
Managed GPU clusters spin up for each training run and tear down automatically, so you pay only for compute you actually use.
Evaluation framework
Domain-specific benchmark suites measure accuracy, hallucination rate, and task completion before any model reaches production.
A/B testing
Run the fine-tuned model alongside the base model in shadow mode to validate improvements against real production traffic before full rollout.
Continuous learning
Feedback loops automatically surface low-confidence responses for human review and incorporate corrections into the next training cycle.
How it works
From setup to production
Collect
Connect your data sources. We ingest documents, conversation logs, structured records, and any other domain data you have.
Prepare
Automated pipelines clean, deduplicate, and format your data into training-ready datasets with PII redaction applied.
Train
Fine-tuning runs on managed GPU infrastructure. You get progress updates and estimated completion times throughout.
Evaluate
The trained model is benchmarked against your domain-specific test set. Only models that pass quality gates are promoted to production.
FAQ
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